{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_style(\"ticks\")\n",
    "font = {\n",
    "    \"font.family\": \"Roboto\",\n",
    "    \"font.size\": 12,\n",
    "}\n",
    "sns.set_style(font)\n",
    "paper_rc = {\n",
    "    \"lines.linewidth\": 3,\n",
    "    \"lines.markersize\": 10,\n",
    "}\n",
    "sns.set_context(\"paper\", font_scale=1.8, rc=paper_rc)\n",
    "current_palette = sns.color_palette()\n",
    "cmp = sns.color_palette(\"tab10\")\n",
    "\n",
    "SAVEPATH = '.'\n",
    "cmp = sns.color_palette(\"tab10\")\n",
    "\n",
    "def trace_analysis(save=False):\n",
    "    grid_params=dict(width_ratios=[1, 1])\n",
    "    fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, gridspec_kw=grid_params, constrained_layout=True, figsize=(10, 4))\n",
    "\n",
    "    df1 = pd.read_csv('./EfficientNetB0/false.csv')\n",
    "    df2 = pd.read_csv('./EfficientNetB0/true.csv')\n",
    "\n",
    "    false_loss = df1.loc[:, ['Loss/Valid']].dropna()\n",
    "    true_loss = df2.loc[:, ['Loss/Valid']].dropna()\n",
    "    false_accuracy = df1.loc[:, ['Accuracy/Valid']].dropna()\n",
    "    true_accuracy = df2.loc[:, ['Accuracy/Valid']].dropna()\n",
    "    \n",
    "    x = np.arange(df1.shape[0])\n",
    "    # print(false_loss['Loss/Valid'])\n",
    "    ax1.plot(x, false_loss['Loss/Valid'], label='w/o adaptdl loss', linewidth=2, color=cmp[0])\n",
    "    ax1.plot(x, true_loss['Loss/Valid'], label='adaptdl loss', linewidth=2, linestyle='--', color=cmp[1])\n",
    "    \n",
    "    ax1.set_xlabel(f\"Epoch\")\n",
    "    ax1.set_ylabel(f\"Loss value\")\n",
    "    ax1.grid(axis=\"y\", linestyle=\":\")\n",
    "    ax1.legend(loc=0, fontsize=12)\n",
    "    sns.despine()\n",
    "\n",
    "    ax2.plot(x, false_accuracy['Accuracy/Valid'], label='w/o adaptdl accrcy', linewidth=2)\n",
    "    ax2.plot(x, true_accuracy['Accuracy/Valid'], label='adaptdl accrcy', linewidth=2, linestyle='--')\n",
    "\n",
    "    ax2.set_xlabel(f\"Epoch\")\n",
    "    ax2.set_ylabel(f\"accuracy\")\n",
    "    ax2.grid(axis=\"y\", linestyle=\":\")\n",
    "    ax2.legend(loc=4, fontsize=12)\n",
    "    sns.despine()\n",
    "\n",
    "    ax1.text(0.45, -0.3, \"(a)\", transform=ax1.transAxes, size=16)\n",
    "    ax2.text(0.47, -0.3, \"(b)\", transform=ax2.transAxes, size=16)\n",
    "\n",
    "    if save:\n",
    "        fig.savefig(f\"{SAVEPATH}/trace_analysis.pdf\", bbox_inches=\"tight\")\n",
    "\n",
    "\n",
    "trace_analysis(save=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.13 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "784914556ea7aafefbdcb0c4fefea2600a01efb6a6b7916d4154dc17a3e6434f"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
